I think in P&L, not opens.
M.S. in Business Economics, with honors. Twelve years building lifecycle systems that answer to the CFO, not just the CMO.
Every recommendation is stress‑tested against unit economics — CAC, LTV, contribution margin, retention curves — before it ships.